Can I Run Poolside Laguna XS 2.1 on Apple M4 Pro?

作者: Jakub Rusinowski · 最后更新: 2026年8月15日

Only with offload — Poolside Laguna XS 2.1 spills onto CPU/system RAM on the Apple M4 Pro (24 GB), so expect a large speed penalty.

Get a personalized upgrade path →

购买此硬件 Apple Mac Mini M4 Pro — 24 GB VRAM · 30 W board power立即云端部署 RunPod 上的 RTX 4090 — 低至 $0.34/小时 · 价格核实于 2026-07

或在 Vast.ai 比较,低至 $0.35/小时 (typical low · varies)

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Apple M4 Pro Specs

VRAM24 GB unified memory
Memory Bandwidth273 GB/s

Laguna XS 2.1 33B-A3B on the Apple M4 Pro: VRAM by quantization

QuantVRAM neededFits 24 GB?Max contextWhole PC
F1667.7 GB✗ No——
Q8_036.8 GB✗ No——
Q6_K28.8 GB✗ No——
Q5_K_M25.1 GB✗ No——
Q4_K_M21.6 GB✓ Yes8K—
Q3_K_M15.8 GB✓ Yes32K—
Q2_K12.6 GB✓ Yes32K—

Assumes a 4K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 24 GB of unified memory. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the Apple M4 Pro: 8K 22.6 GB · 32K 28.1 GB ✗ · 128K 50.3 GB ✗. Past 32K it no longer fits 24 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? Laguna XS 2.1 33B-A3B on 24 GB of system RAM, CPU only: runs.

Why It Does Not Fit

Every Poolside Laguna XS 2.1 variant requires more VRAM than the Apple M4 Pro provides (24 GB).

Nearest GPU That Fits

Intel Arc Pro B70 (32 GB VRAM).

Won't fit — rent Poolside Laguna XS 2.1 instead

Poolside Laguna XS 2.1 needs ~20 GB but this GPU has 24 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

Affiliate links — we may earn a commission if you sign up, at no extra cost to you.

RunPod $0.34/hr
Rent on RunPod →
Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Poolside Laguna XS 2.1 on the Apple M4 Pro — does it fit?

Only with offload — Poolside Laguna XS 2.1 spills onto CPU/system RAM on the Apple M4 Pro (24 GB), so expect a large speed penalty.

What GPU should I get instead to run Poolside Laguna XS 2.1?

The Intel Arc Pro B70 (32 GB VRAM) is the cheapest upgrade that fits it.

Poolside Laguna XS 2.1 on Other GPUs

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Poolside Laguna XS 2.1 Model Page | Apple M4 Pro GPU Page | Check Your Hardware